{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "* 时间：2023/10/11\n",
    "* WEB数据挖掘\n",
    "* week06\n",
    "* 记录人:陈蔚"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 1. 本周内容（动态加载 Ajax）数据获取\n",
    "## 1.1 实践项目：liepin数据抓取\n",
    "> 1.网站：liepin.com"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": "200"
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import requests,json\n",
    "\n",
    "from requests_html import HTMLSession\n",
    "\n",
    "session = HTMLSession()\n",
    "r = session.post('https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job')\n",
    "r.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [
    {
     "data": {
      "text/plain": "{'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_12_6) AppleWebKit/603.3.8 (KHTML, like Gecko) Version/10.1.2 Safari/603.3.8', 'Accept-Encoding': 'gzip, deflate, br', 'Accept': '*/*', 'Connection': 'keep-alive', 'Content-Length': '0'}"
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.request.headers"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "* 无法请求到数据的原因：\n",
    ">1.模拟真实用户代理\n",
    "2.提供请求的参数(类比API)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "data": {
      "text/plain": "{'flag': 0, 'code': '-1400', 'msg': '出错了（400）！'}"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.json()"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [],
   "source": [
    "liepin_headers = {\n",
    "\t\"Accept\": \"application/json, text/plain, */*\",\n",
    "\t\"Accept-Encoding\": \"gzip, deflate, br\",\n",
    "\t\"Accept-Language\": \"zh-CN,zh;q=0.9\",\n",
    "\t\"Connection\": \"keep-alive\",\n",
    "\t\"Content-Length\": \"487\",\n",
    "\t\"Content-Type\": \"application/json;charset=UTF-8;\",\n",
    "\t\"Cookie\": \"XSRF-TOKEN=zIARnRM0QQaLudJk_4OBXw; __gc_id=e936feed5bd343e5a73b304fa0d4ad5f; _ga=GA1.1.504776059.1697021947; __uuid=1697021948310.51; __tlog=1697021948354.48%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1697021951; acw_tc=2760828416970219810274366e53a098388abcfc886c89f5cbf2332344893f; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1697021975; __session_seq=4; __uv_seq=4; __tlg_event_seq=24; _ga_54YTJKWN86=GS1.1.1697021946.1.1.1697023027.0.0.0\",\n",
    "\t\"Host\": \"api-c.liepin.com\",\n",
    "\t\"Origin\": \"https://www.liepin.com\",\n",
    "\t\"Referer\": \"https://www.liepin.com/zhaopin/?currentPage=0&pageSize=40&city=050090&dq=050090&pubTime=&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&otherCity=&industry=&ckId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&scene=condition&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&sfrom=search_job_pc&suggestId=\",\n",
    "\t\"Sec-Fetch-Dest\": \"empty\",\n",
    "\t\"Sec-Fetch-Mode\": \"cors\",\n",
    "\t\"Sec-Fetch-Site\": \"same-site\",\n",
    "\t\"User-Agent\": \"Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/81.0.4044.122 Safari/537.36\",\n",
    "\t\"X-Client-Type\": \"web\",\n",
    "\t\"X-Fscp-Bi-Stat\": \"{\\\"location\\\": \\\"https://www.liepin.com/zhaopin/?currentPage=0&pageSize=40&city=050090&dq=050090&pubTime=&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&otherCity=&industry=&ckId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&scene=condition&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&sfrom=search_job_pc&suggestId=\\\"}\",\n",
    "\t\"X-Fscp-Fe-Version\": \"\",\n",
    "\t\"X-Fscp-Std-Info\": \"{\\\"client_id\\\": \\\"40108\\\"}\",\n",
    "\t\"X-Fscp-Trace-Id\": \"187c89d1-ed19-48b2-99fe-85ceeb116589\",\n",
    "\t\"X-Fscp-Version\": \"1.1\",\n",
    "\t\"X-Requested-With\": \"XMLHttpRequest\",\n",
    "\t\"X-XSRF-TOKEN\": \"zIARnRM0QQaLudJk_4OBXw\"\n",
    "}"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "outputs": [],
   "source": [
    "payload = {\n",
    "\t\"data\": {\n",
    "\t\t\"mainSearchPcConditionForm\": {\n",
    "\t\t\t\"city\": \"050090\",\n",
    "\t\t\t\"dq\": \"050090\",\n",
    "\t\t\t\"pubTime\": \"\",\n",
    "\t\t\t\"currentPage\": \"0\",\n",
    "\t\t\t\"pageSize\": 40,\n",
    "\t\t\t\"key\": \"产品经理\",\n",
    "\t\t\t\"suggestTag\": \"\",\n",
    "\t\t\t\"workYearCode\": \"\",\n",
    "\t\t\t\"compId\": \"\",\n",
    "\t\t\t\"compName\": \"\",\n",
    "\t\t\t\"compTag\": \"\",\n",
    "\t\t\t\"industry\": \"\",\n",
    "\t\t\t\"salary\": \"\",\n",
    "\t\t\t\"jobKind\": \"\",\n",
    "\t\t\t\"compScale\": \"\",\n",
    "\t\t\t\"compKind\": \"\",\n",
    "\t\t\t\"compStage\": \"\",\n",
    "\t\t\t\"eduLevel\": \"\"\n",
    "\t\t},\n",
    "\t\t\"passThroughForm\": {\n",
    "\t\t\t\"scene\": \"condition\",\n",
    "\t\t\t\"skId\": \"geq5b0qsi9umzbhn0oojbi2j8v8qu2bb\",\n",
    "\t\t\t\"fkId\": \"geq5b0qsi9umzbhn0oojbi2j8v8qu2bb\",\n",
    "\t\t\t\"ckId\": \"y2jy1uvl2gar8xipyemg77rijoomop78\",\n",
    "\t\t\t\"suggest\": None\n",
    "\t\t}\n",
    "\t}\n",
    "}"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [],
   "source": [
    "import json\n",
    "r = session.post(\n",
    "            url = 'https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job',\n",
    "            data = json.dumps(payload), # POST请求带的参数\n",
    "            headers = liepin_headers    # 模拟真实用户\n",
    ")"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [
    {
     "data": {
      "text/plain": "{'flag': 1,\n 'data': {'data': {'jobCardList': [{'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2261436019%22%7D',\n     'recruiter': {'recruiterId': 'e055293ceb97e8ba80dc6f4632770b9d',\n      'recruiterName': '李女士',\n      'recruiterTitle': '',\n      'recruiterPhoto': '5bd3bc2c8e50b2deb642ce5704a.jpg',\n      'chatted': False,\n      'imId': '1031b754d0cf9461f76fdb90ccba96fb',\n      'imUserType': '2'},\n     'comp': {'compLogo': '5eb8fc87f2540204574348cf07u.png',\n      'compName': '深圳市晶台股份有限公司',\n      'compId': 9599779,\n      'compScale': '500-999人',\n      'link': 'https://www.liepin.com/company/9599779/',\n      'compIndustry': '电子/半导体/集成电路'},\n     'dataParams': '{\"recruiterName\":\"李女士\",\"recruiterPhoto\":\"5bd3bc2c8e50b2deb642ce5704a.jpg\",\"jobKind\":\"2\",\"userId\":\"e055293ceb97e8ba80dc6f4632770b9d\",\"imId\":\"1031b754d0cf9461f76fdb90ccba96fb\",\"imUserType\":\"2\",\"jobId\":\"61436019\"}',\n     'job': {'labels': [],\n      'requireWorkYears': '3-5年',\n      'refreshTime': '20231008092358',\n      'requireEduLevel': '本科',\n      'advViewFlag': True,\n      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=0',\n      'dq': '深圳-宝安区',\n      'jobKind': '2',\n      'pcOuterLink': '',\n      'h5OuterLink': '',\n      'salary': '20-40k',\n      'title': 'PM产品经理（功率器件）',\n      'topJob': True,\n      'jobId': '61436019',\n      'link': 'https://www.liepin.com/job/1961436019.shtml'}},\n    {'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2262161199%22%7D',\n     'recruiter': {'recruiterId': 'ed568366d4f2738f55130a4f0e5826c8',\n      'recruiterName': '张女士',\n      'recruiterTitle': 'Head of People',\n      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n      'chatted': False,\n      'imId': 'a2b95a59c17a3b378fa263ed17de85b1',\n      'imUserType': '2'},\n     'comp': {'compStage': 'B轮',\n      'compLogo': '5bfe9a9974719df0ac99dca903a.png',\n      'compName': '铱硙医疗',\n      'compId': 9377720,\n      'compScale': '50-99人',\n      'link': 'https://www.liepin.com/company/9377720/',\n      'compIndustry': '互联网医疗'},\n     'dataParams': '{\"recruiterName\":\"张女士\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\",\"jobKind\":\"2\",\"userId\":\"ed568366d4f2738f55130a4f0e5826c8\",\"imId\":\"a2b95a59c17a3b378fa263ed17de85b1\",\"imUserType\":\"2\",\"jobId\":\"62161199\"}',\n     'job': {'labels': ['神经康复', '神经内科', '医学经理'],\n      'requireWorkYears': '1-3年',\n      'refreshTime': '20231015111257',\n      'requireEduLevel': '博士',\n      'advViewFlag': True,\n      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=1',\n      'dq': '深圳-南山区',\n      'jobKind': '2',\n      'pcOuterLink': '',\n      'h5OuterLink': '',\n      'salary': '28-40k',\n      'title': '大产品经理',\n      'topJob': True,\n      'jobId': '62161199',\n      'link': 'https://www.liepin.com/job/1962161199.shtml'}},\n    {'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2262090485%22%7D',\n     'recruiter': {'recruiterId': 'b9cea00180e563e90d4816b90e9ea520',\n      'recruiterName': '朱女士',\n      'recruiterTitle': 'HR',\n      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg',\n      'chatted': False,\n      'imId': '69764257b9c195d54f291cecbb89c1d2',\n      'imUserType': '2'},\n     'comp': {'compLogo': '601114407712265ad007e35206u.png',\n      'compName': '企知道网络技术有限公司',\n      'compId': 9314301,\n      'compScale': '2000-5000人',\n      'link': 'https://www.liepin.com/company/9314301/',\n      'compIndustry': '云计算/大数据'},\n     'dataParams': '{\"recruiterName\":\"朱女士\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\",\"jobKind\":\"2\",\"userId\":\"b9cea00180e563e90d4816b90e9ea520\",\"imId\":\"69764257b9c195d54f291cecbb89c1d2\",\"imUserType\":\"2\",\"jobId\":\"62090485\"}',\n     'job': {'labels': ['B端产品', '科创金融'],\n      'requireWorkYears': '5-10年',\n      'refreshTime': '20231010102517',\n      'requireEduLevel': '硕士',\n      'advViewFlag': True,\n      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=2',\n      'dq': '深圳-南山区',\n      'jobKind': '2',\n      'pcOuterLink': '',\n      'h5OuterLink': '',\n      'salary': '35-55k·15薪',\n      'title': '金融产品专家',\n      'topJob': True,\n      'jobId': '62090485',\n      'link': 'https://www.liepin.com/job/1962090485.shtml'}},\n    {'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2236908035%22%7D',\n     'recruiter': {'recruiterId': 'd4be0c7af21e622076f4668dbe33f725',\n      'recruiterName': '陈先生',\n      'recruiterTitle': '招聘经理',\n      'recruiterPhoto': '57c4e9d345ce9f0a74a9b8cd04a.png',\n      'chatted': False,\n      'imId': '4a4ece35206ffdf578f5885b11a76839',\n      'imUserType': '2'},\n     'comp': {'compStage': '港股上市',\n      'compLogo': '5bfe915474719d35745acf0903a.png',\n      'compName': '阿里巴巴集团',\n      'compId': 1072424,\n      'compScale': '10000人以上',\n      'link': 'https://www.liepin.com/company/1072424/',\n      'compIndustry': '互联网'},\n     'dataParams': '{\"recruiterName\":\"陈先生\",\"recruiterPhoto\":\"57c4e9d345ce9f0a74a9b8cd04a.png\",\"jobKind\":\"2\",\"userId\":\"d4be0c7af21e622076f4668dbe33f725\",\"imId\":\"4a4ece35206ffdf578f5885b11a76839\",\"imUserType\":\"2\",\"jobId\":\"36908035\"}',\n     'job': {'labels': ['数据产品', '数据挖掘', '数据分析', '产品规划'],\n      'requireWorkYears': '5-10年',\n      'refreshTime': '20210311143004',\n      'requireEduLevel': '学历不限',\n      'advViewFlag': False,\n      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=3&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=3',\n      'dq': '深圳',\n      'jobKind': '2',\n      'pcOuterLink': '',\n      'h5OuterLink': '',\n      'salary': '薪资面议',\n      'title': 'Lazada-Data Product 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False,\n      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=38',\n      'dq': '深圳-罗湖区',\n      'jobKind': '2',\n      'pcOuterLink': '',\n      'h5OuterLink': '',\n      'salary': '13-18k',\n      'title': 'PM产品经理',\n      'topJob': False,\n      'jobId': '61609743',\n      'link': 'https://www.liepin.com/job/1961609743.shtml'}},\n    {'dataInfo': '%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22jobId%22%3A%2258425765%22%7D',\n     'recruiter': {'recruiterId': '9b8e71785d7dee7beb3982ada941dd39',\n      'recruiterName': '刘先生',\n      'recruiterTitle': '招聘总监',\n      'recruiterPhoto': '5f8f98698dbe6273dcf8516008u.jpg',\n      'chatted': False,\n      'imId': '282674f43f984ac3113f2dbe8618484d',\n      'imUserType': '2'},\n     'comp': {'compLogo': '5bfe9bce74719df0ac9a179703a.png',\n      'compName': '中电港',\n      'compId': 8523053,\n      'compScale': '500-999人',\n      'link': 'https://www.liepin.com/company/8523053/',\n      'compIndustry': '电子/半导体/集成电路'},\n     'dataParams': '{\"recruiterName\":\"刘先生\",\"recruiterPhoto\":\"5f8f98698dbe6273dcf8516008u.jpg\",\"jobKind\":\"2\",\"userId\":\"9b8e71785d7dee7beb3982ada941dd39\",\"imId\":\"282674f43f984ac3113f2dbe8618484d\",\"imUserType\":\"2\",\"jobId\":\"58425765\"}',\n     'job': {'labels': ['市场推广',\n       '竞品分析',\n       '市场策划',\n       '市场营销',\n       '市场拓展',\n       '营销推广',\n       '市场调研分析'],\n      'requireWorkYears': '5-10年',\n      'refreshTime': '20230831092454',\n      'requireEduLevel': '本科',\n      'advViewFlag': False,\n      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=39',\n      'dq': '深圳-南山区',\n      'jobKind': '2',\n      'pcOuterLink': '',\n      'h5OuterLink': '',\n      'salary': '15-30k·16薪',\n      'title': 'PM产品线经理（GD MCU）',\n      'topJob': False,\n      'jobId': '58425765',\n      'link': 'https://www.liepin.com/job/1958425765.shtml'}}],\n   'compList': []},\n  'passThroughData': {'ckId': 'y2jy1uvl2gar8xipyemg77rijoomop78',\n   'scene': 'condition',\n   'skId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n   'fkId': 'y2jy1uvl2gar8xipyemg77rijoomop78',\n   'sfrom': 'search_job_pc'},\n  'pagination': {'currentPage': 0,\n   'totalPage': 10,\n   'pageSize': 40,\n   'totalCounts': 806,\n   'hasNext': False}}}"
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "liepin_data = r.json()\n",
    "liepin_data"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "* 笔记：\n",
    "* 动态页面获取关键步骤：\n",
    "> 1.如果获取不到数据，请首先做模拟用户，即模拟浏览器headers\n",
    "2.检查F12 Network部分XHR中参数的信息，确保与浏览器参数一致，先保证可以获取到数据\n",
    "3.在2的基础上，根据我们的数据需求优化参数数据"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "outputs": [],
   "source": [
    "r = session.post(\n",
    "            url = 'https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job-cond-init',\n",
    "            data = json.dumps(payload), # POST请求带的参数\n",
    "            headers = liepin_headers    # 模拟真实用户\n",
    ")"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "outputs": [
    {
     "data": {
      "text/plain": "{'flag': 1,\n 'data': {'jobKinds': [{'code': '1', 'name': '猎头职位'},\n   {'code': '2', 'name': '企业职位'}],\n  'dqs': [],\n  'salaries': [{'code': '0$3', 'name': '3K以下'},\n   {'code': '3$5', 'name': '3K-5k'},\n   {'code': '5$10', 'name': '5K-10k'},\n   {'code': '10$20', 'name': '10K-20k'},\n   {'code': '20$40', 'name': '20K-40k'},\n   {'code': '40$60', 'name': '40K-60k'},\n   {'code': '60$999', 'name': '60K以上'}],\n  'compScales': [{'code': '010', 'name': '1-49人'},\n   {'code': '020', 'name': '50-99人'},\n   {'code': '030', 'name': '100-499人'},\n   {'code': '040', 'name': '500-999人'},\n   {'code': '050', 'name': '1000-2000人'},\n   {'code': '060', 'name': '2000-5000人'},\n   {'code': '070', 'name': '5000-10000人'},\n   {'code': '080', 'name': '10000人以上'}],\n  'industries': [{'children': [{'code': 'H01', 'name': '不限'},\n     {'code': 'H0001', 'name': '游戏'},\n     {'code': 'H0002', 'name': '电子商务'},\n     {'code': 'H0003', 'name': '新零售'},\n     {'code': 'H0004', 'name': '在线社交/媒体'},\n     {'code': 'H0005', 'name': '生活服务O2O'},\n     {'code': 'H0006', 'name': '在线教育'},\n     {'code': 'H0007', 'name': '互联网医疗'},\n     {'code': 'H0008', 'name': '云计算/大数据'},\n     {'code': 'H0009', 'name': '人工智能'},\n     {'code': 'H0010', 'name': '物联网'},\n     {'code': 'H0011', 'name': '区块链'},\n     {'code': 'H0012', 'name': '网络/信息安全'},\n     {'code': 'H0013', 'name': '计算机软件'},\n     {'code': 'H0014', 'name': '计算机硬件'},\n     {'code': 'H0015', 'name': '智能硬件'},\n     {'code': 'H0016', 'name': 'IT服务'},\n     {'code': 'H0017', 'name': '互联网'}],\n    'code': 'H01',\n    'name': 'IT/互联网/游戏'},\n   {'children': [{'code': 'H02', 'name': '不限'},\n     {'code': 'H0018', 'name': '电子/半导体/集成电路'},\n     {'code': 'H0019', 'name': '智能硬件'},\n     {'code': 'H0020', 'name': '运营商/增值服务'},\n     {'code': 'H0021', 'name': '通信设备'}],\n    'code': 'H02',\n    'name': '电子/通信/半导体'},\n   {'children': [{'code': 'H03', 'name': '不限'},\n     {'code': 'H0022', 'name': '房地产开发经营'},\n     {'code': 'H0023', 'name': '房地产租赁/中介'},\n     {'code': 'H0024', 'name': '物业/商业管理'},\n     {'code': 'H0025', 'name': '建材'},\n     {'code': 'H0026', 'name': '工程管理/勘察/监理'},\n     {'code': 'H0027', 'name': '建筑/工程设计'},\n     {'code': 'H0028', 'name': '工程施工'},\n     {'code': 'H0029', 'name': '装饰装修'}],\n    'code': 'H03',\n    'name': '房地产/建筑'},\n   {'children': [{'code': 'H04', 'name': '不限'},\n     {'code': 'H0030', 'name': '银行'},\n     {'code': 'H0031', 'name': '保险'},\n     {'code': 'H0032', 'name': '基金/证券/期货'},\n     {'code': 'H0033', 'name': '资产管理'},\n     {'code': 'H0034', 'name': '担保/拍卖/典当'},\n     {'code': 'H0035', 'name': '信托'},\n     {'code': 'H0036', 'name': '科技金融'},\n     {'code': 'H0037', 'name': '融资租赁/保理'},\n     {'code': 'H0038', 'name': '其他金融'}],\n    'code': 'H04',\n    'name': '金融'},\n   {'children': [{'code': 'H05', 'name': '不限'},\n     {'code': 'H0039', 'name': '食品/饮料/酒水'},\n     {'code': 'H0040', 'name': '日化'},\n     {'code': 'H0041', 'name': '烟草'},\n     {'code': 'H0042', 'name': '服装/纺织/皮革'},\n     {'code': 'H0043', 'name': '家具/家居'},\n     {'code': 'H0044', 'name': '家电'},\n     {'code': 'H0045', 'name': '办公用品/设备'},\n     {'code': 'H0046', 'name': '工艺品'},\n     {'code': 'H0047', 'name': '珠宝/首饰'},\n     {'code': 'H0048', 'name': '文娱用品/器材'},\n     {'code': 'H0049', 'name': '日用杂品'}],\n    'code': 'H05',\n    'name': '消费品'},\n   {'children': [{'code': 'H06', 'name': '不限'},\n     {'code': 'H0050', 'name': '制药'},\n     {'code': 'H0051', 'name': '生物技术'},\n     {'code': 'H0052', 'name': '医疗器械'},\n     {'code': 'H0053', 'name': '医疗机构'},\n     {'code': 'H0054', 'name': '医药流通'},\n     {'code': 'H0055', 'name': '医药外包'}],\n    'code': 'H06',\n    'name': '医疗健康'},\n   {'children': [{'code': 'H07', 'name': '不限'},\n     {'code': 'H0056', 'name': '汽车零部件及配件'},\n     {'code': 'H0057', 'name': '整车制造'},\n     {'code': 'H0058', 'name': '新能源汽车'},\n     {'code': 'H0059', 'name': '汽车交易/后市场'}],\n    'code': 'H07',\n    'name': '汽车'},\n   {'children': [{'code': 'H08', 'name': '不限'},\n     {'code': 'H0060', 'name': '机械/设备'},\n     {'code': 'H0061', 'name': '电气机械/器材'},\n     {'code': 'H0062', 'name': '仪器仪表'},\n     {'code': 'H0063', 'name': '轨道交通/船舶设备'},\n     {'code': 'H0064', 'name': '航空/航天设备'},\n     {'code': 'H0065', 'name': '新材料'},\n     {'code': 'H0066', 'name': '金属制品'},\n     {'code': 'H0067', 'name': '非金属矿物制品'},\n     {'code': 'H0068', 'name': '橡胶/塑料制品'},\n     {'code': 'H0069', 'name': '印刷/包装/造纸'},\n     {'code': 'H0070', 'name': '工业自动化'},\n     {'code': 'H0071', 'name': '家电'},\n     {'code': 'H0072', 'name': '家具/家居'},\n     {'code': 'H0073', 'name': '其他制造业'}],\n    'code': 'H08',\n    'name': '机械/制造'},\n   {'children': [{'code': 'H09', 'name': '不限'},\n     {'code': 'H0074', 'name': '学前教育'},\n     {'code': 'H0075', 'name': '学校教育'},\n     {'code': 'H0076', 'name': '培训服务'},\n     {'code': 'H0077', 'name': '其他教育培训'}],\n    'code': 'H09',\n    'name': '教育培训'},\n   {'children': [{'code': 'H10', 'name': '不限'},\n     {'code': 'H0078', 'name': '法律服务'},\n     {'code': 'H0079', 'name': '人力资源服务'},\n     {'code': 'H0080', 'name': '财务/审计/税务'},\n     {'code': 'H0081', 'name': '知识产权服务'},\n     {'code': 'H0082', 'name': '翻译服务'},\n     {'code': 'H0083', 'name': '咨询服务'},\n     {'code': 'H0084', 'name': '租赁业'},\n     {'code': 'H0085', 'name': '检测/认证'},\n     {'code': 'H0086', 'name': '学术/科研'},\n     {'code': 'H0087', 'name': '专业技术服务'},\n     {'code': 'H0088', 'name': '科技推广服务'},\n     {'code': 'H0089', 'name': '其他商务服务业'}],\n    'code': 'H10',\n    'name': '科研技术/商务服务'},\n   {'children': [{'code': 'H11', 'name': '不限'},\n     {'code': 'H0090', 'name': '广告/公关/会展'},\n     {'code': 'H0091', 'name': '广播/影视/录音'},\n     {'code': 'H0092', 'name': '新闻和出版业'},\n     {'code': 'H0093', 'name': '文化艺术业'},\n     {'code': 'H0094', 'name': '体育'}],\n    'code': 'H11',\n    'name': '广告/传媒/文化/体育'},\n   {'children': [{'code': 'H12', 'name': '不限'},\n     {'code': 'H0095', 'name': '餐饮业'},\n     {'code': 'H0096', 'name': '酒店/民宿'},\n     {'code': 'H0097', 'name': '旅游'},\n     {'code': 'H0098', 'name': '室内娱乐'},\n     {'code': 'H0099', 'name': '家政服务'},\n     {'code': 'H0100', 'name': '养老服务'},\n     {'code': 'H0101', 'name': '美容/美发/保健'},\n     {'code': 'H0102', 'name': '婚嫁/摄影'},\n     {'code': 'H0103', 'name': '宠物服务'},\n     {'code': 'H0104', 'name': '其他生活服务'}],\n    'code': 'H12',\n    'name': '生活服务'},\n   {'children': [{'code': 'H13', 'name': '不限'},\n     {'code': 'H0105', 'name': '民航/铁路/公路/水路客运'},\n     {'code': 'H0106', 'name': '货运/物流/仓储'},\n     {'code': 'H0107', 'name': '邮政/快递'},\n     {'code': 'H0108', 'name': '贸易/进出口'},\n     {'code': 'H0109', 'name': '批发/零售'}],\n    'code': 'H13',\n    'name': '交通/物流/贸易/零售'},\n   {'children': [{'code': 'H14', 'name': '不限'},\n     {'code': 'H0110', 'name': '矿产开采'},\n     {'code': 'H0111', 'name': '金属冶炼'},\n     {'code': 'H0112', 'name': '煤炭/燃料加工'},\n     {'code': 'H0113', 'name': '电力/热力/燃气/水务'},\n     {'code': 'H0114', 'name': '新能源'},\n     {'code': 'H0115', 'name': '石化'},\n     {'code': 'H0116', 'name': '化工'},\n     {'code': 'H0117', 'name': '环保'}],\n    'code': 'H14',\n    'name': '能源/化工/环保'},\n   {'children': [{'code': 'H15', 'name': '不限'},\n     {'code': 'H0118', 'name': '政府/公共事业'},\n     {'code': 'H0119', 'name': '非营利组织'},\n     {'code': 'H0120', 'name': '农/林/牧/渔'},\n     {'code': 'H0121', 'name': '其他行业'}],\n    'code': 'H15',\n    'name': '政府/非营利组织/其他'}],\n  'workExperiences': [{'code': '1', 'name': '应届生'},\n   {'code': '2', 'name': '实习生'},\n   {'code': '0$1', 'name': '1年以内'},\n   {'code': '1$3', 'name': '1-3年'},\n   {'code': '3$5', 'name': '3-5年'},\n   {'code': '5$10', 'name': '5-10年'},\n   {'code': '10$999', 'name': '10年以上'}],\n  'hotCities': [{'code': '410', 'name': '全国'},\n   {'code': '010', 'name': '北京'},\n   {'code': '020', 'name': '上海'},\n   {'code': '030', 'name': '天津'},\n   {'code': '040', 'name': '重庆'},\n   {'code': '050020', 'name': '广州'},\n   {'code': '050090', 'name': '深圳'},\n   {'code': '060080', 'name': '苏州'},\n   {'code': '060020', 'name': '南京'},\n   {'code': '070020', 'name': '杭州'},\n   {'code': '210040', 'name': '大连'},\n   {'code': '280020', 'name': '成都'},\n   {'code': '170020', 'name': '武汉'},\n   {'code': '270020', 'name': '西安'}],\n  'pubTimes': [{'code': '', 'name': '不限'},\n   {'code': '1', 'name': '一天以内'},\n   {'code': '3', 'name': '三天以内'},\n   {'code': '7', 'name': '一周以内'},\n   {'code': '30', 'name': '一个月以内'}],\n  'famousComps': [{'code': 'qua_0004', 'name': '财富中国500强'},\n   {'code': 'qua_0009', 'name': '创新企业100强'},\n   {'code': 'qua_0005', 'name': '制造业500强'},\n   {'code': 'qua_0003', 'name': '专精特新企业'},\n   {'code': 'qua_0001', 'name': '高新技术企业'},\n   {'code': 'qua_0008', 'name': '独角兽'}],\n  'educations': [{'code': '010', 'name': '博士'},\n   {'code': '020', 'name': 'MBA/EMBA'},\n   {'code': '030', 'name': '硕士'},\n   {'code': '040', 'name': '本科'},\n   {'code': '050', 'name': '大专'},\n   {'code': '060', 'name': '中专/中技'},\n   {'code': '080', 'name': '高中'},\n   {'code': '090', 'name': '初中及以下'}],\n  'financeStages': [{'code': '01', 'name': '天使轮'},\n   {'code': '02', 'name': 'A轮'},\n   {'code': '03', 'name': 'B轮'},\n   {'code': '04', 'name': 'C轮'},\n   {'code': '05', 'name': 'D轮及以上'},\n   {'code': '06', 'name': '已上市'},\n   {'code': '07', 'name': '战略融资'},\n   {'code': '08', 'name': '融资未公开'},\n   {'code': '99', 'name': '其他'}],\n  'compNatures': [{'code': '010', 'name': '外商独资·外企办事处'},\n   {'code': '020', 'name': '中外合营(合资·合作)'},\n   {'code': '030', 'name': '私营·民营企业'},\n   {'code': '040', 'name': '国有企业'},\n   {'code': '050', 'name': '国内上市公司'},\n   {'code': '060', 'name': '政府机关/非盈利机构'},\n   {'code': '070', 'name': '事业单位'},\n   {'code': '999', 'name': '其他'}]}}"
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "condition = r.json()\n",
    "condition"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "outputs": [],
   "source": [
    "import pandas as pd"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "outputs": [
    {
     "data": {
      "text/plain": "                                             dataInfo  \\\n0   %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n1   %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n2   %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n3   %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n4   %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n5   %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n6   %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n7   %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n8   %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n9   %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n10  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n11  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n12  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n13  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n14  %7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...   \n15  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{\"recruiterName\":\"刘先生\",\"recruiterPhoto\":\"616d0...   \n8   {\"recruiterName\":\"曾女士\",\"recruiterPhoto\":\"5f8f9...   \n9   {\"recruiterName\":\"石女士\",\"recruiterPhoto\":\"5f8f9...   \n10  {\"recruiterName\":\"张女士\",\"recruiterPhoto\":\"5f8f9...   \n11  {\"recruiterName\":\"郑女士\",\"recruiterPhoto\":\"5f8f9...   \n12  {\"recruiterName\":\"余女士\",\"recruiterPhoto\":\"5f8f9...   \n13  {\"recruiterName\":\"郑女士\",\"recruiterPhoto\":\"5f8f9...   \n14  {\"recruiterName\":\"叶女士\",\"recruiterPhoto\":\"5f8f9...   \n15  {\"recruiterName\":\"朱女士\",\"recruiterPhoto\":\"5f8f9...   \n16  {\"recruiterName\":\"景女士\",\"recruiterPhoto\":\"6305c...   \n17  {\"recruiterName\":\"黄女士\",\"recruiterPhoto\":\"5f8f9...   \n18  {\"recruiterName\":\"卓女士\",\"recruiterPhoto\":\"5f8f9...   \n19  {\"recruiterName\":\"王女士\",\"recruiterPhoto\":\"62da4...   \n20  {\"recruiterName\":\"郑女士\",\"recruiterPhoto\":\"5f8f9...   \n21  {\"recruiterName\":\"杨先生\",\"recruiterPhoto\":\"5f8f9...   \n22  {\"recruiterName\":\"王女士\",\"recruiterPhoto\":\"5f8f9...   \n23  {\"recruiterName\":\"卢女士\",\"recruiterPhoto\":\"62fc9...   \n24  {\"recruiterName\":\"刘女士\",\"recruiterPhoto\":\"5f8f9...   \n25  {\"recruiterName\":\"张女士\",\"recruiterPhoto\":\"5f8f9...   \n26  {\"recruiterName\":\"谢女士\",\"recruiterPhoto\":\"5f8f9...   \n27  {\"recruiterName\":\"牟女士\",\"recruiterPhoto\":\"5f8f9...   \n28  {\"recruiterName\":\"吴女士\",\"recruiterPhoto\":\"5f8f9...   \n29  {\"recruiterName\":\"罗女士\",\"recruiterPhoto\":\"5f8f9...   \n30  {\"recruiterName\":\"董女士\",\"recruiterPhoto\":\"5f8f9...   \n31  {\"recruiterName\":\"张女士\",\"recruiterPhoto\":\"5f8f9...   \n32  {\"recruiterName\":\"王女士\",\"recruiterPhoto\":\"64edb...   \n33  {\"recruiterName\":\"李女士\",\"recruiterPhoto\":\"5f8f9...   \n34  {\"recruiterName\":\"卓女士\",\"recruiterPhoto\":\"5dd38...   \n35  {\"recruiterName\":\"金女士\",\"recruiterPhoto\":\"5fb46...   \n36  {\"recruiterName\":\"颜女士\",\"recruiterPhoto\":\"61930...   \n37  {\"recruiterName\":\"何先生\",\"recruiterPhoto\":\"5f8f9...   \n38  {\"recruiterName\":\"习女士\",\"recruiterPhoto\":\"5f8f9...   \n39  {\"recruiterName\":\"刘先生\",\"recruiterPhoto\":\"5f8f9...   \n\n               recruiter.recruiterId recruiter.recruiterName  \\\n0   e055293ceb97e8ba80dc6f4632770b9d                     李女士   \n1   ed568366d4f2738f55130a4f0e5826c8                     张女士   \n2   b9cea00180e563e90d4816b90e9ea520                     朱女士   \n3   d4be0c7af21e622076f4668dbe33f725                     陈先生   \n4   435b286bb8f76f8f51d56a5f1de4256c                     王女士   \n5   49456bf7c47ad70d219291c49e5b9314                     洪女士   \n6   8a9f7420efe1111fa9891526b34c6c2a                     万先生   \n7   c204e12c186b70d57858b553fb56c213                     刘先生   \n8   27b40b320914b243bb131668d4424cd3                     曾女士   \n9   e1439567c5a3d9e6c83ad4e8e111dbed                     石女士   \n10  784ac3ccc4474b6f71a2c9fecf9f2948                     张女士   \n11  0f490e3b52d7b4d209f146570e06808e                     郑女士   \n12  a58562f9e895113a96b14984e4c3aac6                     余女士   \n13  0f490e3b52d7b4d209f146570e06808e                     郑女士   \n14  0356b56bf85c14221c61c9de481efabc                     叶女士   \n15  e040df2a2277bc9edfc50be1acb5a8aa                     朱女士   \n16  a3efebbe5476fd144c7275e0b3131c5e                     景女士   \n17  6bd83db4d420cd80a3b249221be97dc4                     黄女士   \n18  f711aa2a204c590f190a6b420448ecb1                     卓女士   \n19  65c6db4dcc27e7ab68c763a4e737ba33                     王女士   \n20  c2a37beb635ce04c1a47493faf33028d                     郑女士   \n21  dd0950349f402d2194eb8148a132ff22                     杨先生   \n22  3ed0a57b953381ec00fd95f949e1e587                     王女士   \n23  997ac596617df43a6fc5e5a3185cdff3                     卢女士   \n24  1185646b724f9912c393eccc5f8b43d1                     刘女士   \n25  dacd6a5aa3f238c18b38d6f56093b2cd                     张女士   \n26  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282674f43f984ac3113f2dbe8618484d                    2   \n\n                      comp.compLogo  ...  job.dq  job.jobKind job.pcOuterLink  \\\n0   5eb8fc87f2540204574348cf07u.png  ...  深圳-宝安区            2                   \n1   5bfe9a9974719df0ac99dca903a.png  ...  深圳-南山区            2                   \n2   601114407712265ad007e35206u.png  ...  深圳-南山区            2                   \n3   5bfe915474719d35745acf0903a.png  ...      深圳            2                   \n4   5bfe9df574719d2aa34b7b2203a.png  ...  深圳-宝安区            2                   \n5   61b07937d0458d53c627567e02u.jpg  ...  深圳-南山区            2                   \n6   60e2fe0bf3df194a3c48adb502u.png  ...  深圳-宝安区            1             NaN   \n7   6163dc033df70d56f3b601a406u.png  ...      深圳            2                   \n8   5d887b5528021708fa52b44403u.jpg  ...  深圳-南山区            2                   \n9   596593b0703287e466d4af0a05a.jpg  ...  深圳-宝安区            2                   \n10  61b07937d0458d53c627567e02u.jpg  ...  深圳-南山区            2                   \n11  61b07937d0458d53c627567e02u.jpg  ...  深圳-福田区            2                   \n12  5bfea08974719d2aa34bfb9303a.png  ...  深圳-龙华区            2                   \n13  61b07937d0458d53c627567e02u.jpg  ...  深圳-福田区            2                   \n14  60d58dff208b483062114b4d06u.png  ...  深圳-南山区            2                   \n15  61d5701e9c49ff7ec564562301u.png  ...      深圳            2                   \n16  60e2fe0bf3df194a3c48adb502u.png  ...      深圳            1             NaN   \n17  619fea551bd4fb704e8f5f9304u.jpg  ...  深圳-福田区            2                   \n18  5d073d9b9fae687d43919b4803u.png  ...  深圳-福田区            2                   \n19  5ff41a69bebf7311a41e7a3404u.png  ...  深圳-宝安区            2                   \n20  61b07937d0458d53c627567e02u.jpg  ...  深圳-南山区            2                   \n21  61b07937d0458d53c627567e02u.jpg  ...  深圳-宝安区            2                   \n22  5f6bf74a79c7cc70efb0449807u.png  ...      深圳            2                   \n23  62fc973a9e4c1713c988b8b103u.jpg  ...      深圳            2                   \n24  60eeb62a5f5b8a6b840f236a08u.png  ...  深圳-宝安区            2                   \n25  61a0c0e51bd4fb704ea367f707u.jpg  ...  深圳-宝安区            2                   \n26  61b07937d0458d53c627567e02u.jpg  ...      深圳            2                   \n27  620df5b4852ef53f0fc5b9d801u.png  ...  深圳-南山区            2                   \n28  5bfe93da74719d9f609ab36d03a.png  ...      深圳            2                   \n29  64a61cbb4beb94129c59f04c01u.png  ...  深圳-南山区            2                   \n30  6414141a471b9d0d5fff49f703u.png  ...  深圳-龙华区            2                   \n31  63f4970e3ee568020853bf4708u.png  ...  深圳-南山区            2                   \n32  62f463c85732892a6615046607u.png  ...  深圳-南山区            2                   \n33  6425412ad49ec84475ae472c07u.png  ...  深圳-南山区            2                   \n34  60e2fe0bf3df194a3c48adb502u.png  ...      深圳            1          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       20-40k   \n16             NaN      10-15k   \n17                      14-20k   \n18                      25-30k   \n19                   8-13k·13薪   \n20                      10-20k   \n21                      15-20k   \n22                  15-30k·16薪   \n23                      15-25k   \n24                      10-12k   \n25                       8-15k   \n26                       8-16k   \n27                      10-30k   \n28                      10-25k   \n29                  25-30k·16薪   \n30                       8-15k   \n31                  20-30k·13薪   \n32                  20-40k·13薪   \n33                  10-20k·13薪   \n34             NaN      40-60k   \n35             NaN  25-40k·14薪   \n36             NaN  15-30k·13薪   \n37                      20-30k   \n38                      13-18k   \n39                  15-30k·16薪   \n\n                                            job.title job.topJob job.jobId  \\\n0                                        PM产品经理（功率器件）       True  61436019   \n1                                               大产品经理       True  62161199   \n2                                              金融产品专家       True  62090485   \n3            Lazada-Data Product Manager-流量数据产品经理（深圳）      False  36908035   \n4                                         产品经理 PLM PM      False  43765787   \n5                                              PM产品经理      False  61924043   \n6                                              产品经理PM      False  49967313   \n7                                              pm产品经理      False  44022163   \n8   特效工具产品经理-智能创作  Effects Tools Product Manager-I...      False  61168405   \n9                                        车载产品销售经理3346      False  62099941   \n10                                            产品经理/PM      False  38687185   \n11                                            PM 产品经理      False  57342597   \n12                                            产品经理/PM      False  55750935   \n13                                             PM产品经理      False  59431759   \n14             Document & Data Controller(Contractor)      False  62128671   \n15                                         产品线经理 （PM）      False  60775157   \n16                              产品线经理PM 交通补贴 (154354)      False  48634761   \n17                                             PM产品经理      False  57179331   \n18                                          产品经理（偏售前）      False  61527833   \n19                                          储能产品线销售经理      False  60263993   \n20                                             PM产品经理      False  60604499   \n21                               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                                        PM产品经理      False  48626171   \n35                                       PM产品经理（功率器件）      False  49219315   \n36                                          芯片PM/产品经理      False  49034385   \n37                                    代理商产品经理/PM（半导体）      False  44818711   \n38                                             PM产品经理      False  61609743   \n39                                    PM产品线经理（GD MCU）      False  58425765   \n\n                                       job.link  comp.compStage  \n0   https://www.liepin.com/job/1961436019.shtml             NaN  \n1   https://www.liepin.com/job/1962161199.shtml              B轮  \n2   https://www.liepin.com/job/1962090485.shtml             NaN  \n3   https://www.liepin.com/job/1936908035.shtml            港股上市  \n4   https://www.liepin.com/job/1943765787.shtml             NaN  \n5   https://www.liepin.com/job/1961924043.shtml             NaN  \n6       https://www.liepin.com/a/49967313.shtml              A轮  \n7   https://www.liepin.com/job/1944022163.shtml              D轮  \n8   https://www.liepin.com/job/1961168405.shtml              其他  \n9   https://www.liepin.com/job/1962099941.shtml             已上市  \n10  https://www.liepin.com/job/1938687185.shtml           融资未公开  \n11  https://www.liepin.com/job/1957342597.shtml             NaN  \n12  https://www.liepin.com/job/1955750935.shtml           融资未公开  \n13  https://www.liepin.com/job/1959431759.shtml             NaN  \n14  https://www.liepin.com/job/1962128671.shtml            美股上市  \n15  https://www.liepin.com/job/1960775157.shtml             NaN  \n16      https://www.liepin.com/a/48634761.shtml           融资未公开  \n17  https://www.liepin.com/job/1957179331.shtml             NaN  \n18  https://www.liepin.com/job/1961527833.shtml             NaN  \n19  https://www.liepin.com/job/1960263993.shtml             NaN  \n20  https://www.liepin.com/job/1960604499.shtml             NaN  \n21  https://www.liepin.com/job/1947307987.shtml           融资未公开  \n22  https://www.liepin.com/job/1959037701.shtml            战略投资  \n23  https://www.liepin.com/job/1954319281.shtml           融资未公开  \n24  https://www.liepin.com/job/1956533879.shtml              其他  \n25  https://www.liepin.com/job/1947135639.shtml             NaN  \n26  https://www.liepin.com/job/1942655681.shtml             NaN  \n27  https://www.liepin.com/job/1955751165.shtml           融资未公开  \n28  https://www.liepin.com/job/1945491147.shtml             NaN  \n29  https://www.liepin.com/job/1959576335.shtml             NaN  \n30  https://www.liepin.com/job/1962102371.shtml             NaN  \n31  https://www.liepin.com/job/1953733605.shtml             NaN  \n32  https://www.liepin.com/job/1958727339.shtml              A轮  \n33  https://www.liepin.com/job/1957461055.shtml           融资未公开  \n34      https://www.liepin.com/a/48626171.shtml           融资未公开  \n35      https://www.liepin.com/a/49219315.shtml              A轮  \n36      https://www.liepin.com/a/49034385.shtml           融资未公开  \n37  https://www.liepin.com/job/1944818711.shtml             NaN  \n38  https://www.liepin.com/job/1961609743.shtml             NaN  \n39  https://www.liepin.com/job/1958425765.shtml             NaN  \n\n[40 rows x 31 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>dataInfo</th>\n      <th>dataParams</th>\n      <th>recruiter.recruiterId</th>\n      <th>recruiter.recruiterName</th>\n      <th>recruiter.recruiterTitle</th>\n      <th>recruiter.recruiterPhoto</th>\n      <th>recruiter.chatted</th>\n      <th>recruiter.imId</th>\n      <th>recruiter.imUserType</th>\n      <th>comp.compLogo</th>\n      <th>...</th>\n      <th>job.dq</th>\n      <th>job.jobKind</th>\n      <th>job.pcOuterLink</th>\n      <th>job.h5OuterLink</th>\n      <th>job.salary</th>\n      <th>job.title</th>\n      <th>job.topJob</th>\n      <th>job.jobId</th>\n      <th>job.link</th>\n      <th>comp.compStage</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"李女士\",\"recruiterPhoto\":\"5bd3b...</td>\n      <td>e055293ceb97e8ba80dc6f4632770b9d</td>\n      <td>李女士</td>\n      <td></td>\n      <td>5bd3bc2c8e50b2deb642ce5704a.jpg</td>\n      <td>False</td>\n      <td>1031b754d0cf9461f76fdb90ccba96fb</td>\n      <td>2</td>\n      <td>5eb8fc87f2540204574348cf07u.png</td>\n      <td>...</td>\n      <td>深圳-宝安区</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>20-40k</td>\n      <td>PM产品经理（功率器件）</td>\n      <td>True</td>\n      <td>61436019</td>\n      <td>https://www.liepin.com/job/1961436019.shtml</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"张女士\",\"recruiterPhoto\":\"5f8f9...</td>\n      <td>ed568366d4f2738f55130a4f0e5826c8</td>\n    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<td>2</td>\n      <td></td>\n      <td></td>\n      <td>35-55k·15薪</td>\n      <td>金融产品专家</td>\n      <td>True</td>\n      <td>62090485</td>\n      <td>https://www.liepin.com/job/1962090485.shtml</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"陈先生\",\"recruiterPhoto\":\"57c4e...</td>\n      <td>d4be0c7af21e622076f4668dbe33f725</td>\n      <td>陈先生</td>\n      <td>招聘经理</td>\n      <td>57c4e9d345ce9f0a74a9b8cd04a.png</td>\n      <td>False</td>\n      <td>4a4ece35206ffdf578f5885b11a76839</td>\n      <td>2</td>\n      <td>5bfe915474719d35745acf0903a.png</td>\n      <td>...</td>\n      <td>深圳</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>薪资面议</td>\n      <td>Lazada-Data Product Manager-流量数据产品经理（深圳）</td>\n      <td>False</td>\n      <td>36908035</td>\n      <td>https://www.liepin.com/job/1936908035.shtml</td>\n      <td>港股上市</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"王女士\",\"recruiterPhoto\":\"6098f...</td>\n      <td>435b286bb8f76f8f51d56a5f1de4256c</td>\n      <td>王女士</td>\n      <td>Talent Acquisition</td>\n      <td>6098fbd5919e256bc8d799fe03u.png</td>\n      <td>False</td>\n      <td>1302b01334b547df3eae059a38e31609</td>\n      <td>2</td>\n      <td>5bfe9df574719d2aa34b7b2203a.png</td>\n      <td>...</td>\n      <td>深圳-宝安区</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>薪资面议</td>\n      <td>产品经理 PLM PM</td>\n      <td>False</td>\n      <td>43765787</td>\n      <td>https://www.liepin.com/job/1943765787.shtml</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"洪女士\",\"recruiterPhoto\":\"5f8f9...</td>\n      <td>49456bf7c47ad70d219291c49e5b9314</td>\n      <td>洪女士</td>\n      <td>助理总经理/总助(高管级)</td>\n      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n      <td>False</td>\n      <td>b736db3b42e0395a5ffa3c8d56bb2e9d</td>\n      <td>2</td>\n      <td>61b07937d0458d53c627567e02u.jpg</td>\n      <td>...</td>\n      <td>深圳-南山区</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>13-16k</td>\n      <td>PM产品经理</td>\n      <td>False</td>\n      <td>61924043</td>\n      <td>https://www.liepin.com/job/1961924043.shtml</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"万先生\",\"recruiterPhoto\":\"5db18...</td>\n      <td>8a9f7420efe1111fa9891526b34c6c2a</td>\n      <td>万先生</td>\n      <td>猎头顾问</td>\n      <td>5db1849947b2f02171adf34907u.jpg</td>\n      <td>False</td>\n      <td>f6dc9ce90b0921a49ccf3dc45f6d7696</td>\n      <td>2</td>\n      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n      <td>...</td>\n      <td>深圳-宝安区</td>\n      <td>1</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>20-40k·13薪</td>\n      <td>产品经理PM</td>\n      <td>False</td>\n      <td>49967313</td>\n      <td>https://www.liepin.com/a/49967313.shtml</td>\n      <td>A轮</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"刘先生\",\"recruiterPhoto\":\"616d0...</td>\n      <td>c204e12c186b70d57858b553fb56c213</td>\n      <td>刘先生</td>\n      <td>物联网解决方案事业部副总</td>\n      <td>616d0eaff3e81c74a137689a06u.png</td>\n      <td>False</td>\n      <td>c01b7239c29322d914c33c05749ae593</td>\n      <td>2</td>\n      <td>6163dc033df70d56f3b601a406u.png</td>\n      <td>...</td>\n      <td>深圳</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>13-18k·13薪</td>\n      <td>pm产品经理</td>\n      <td>False</td>\n      <td>44022163</td>\n      <td>https://www.liepin.com/job/1944022163.shtml</td>\n      <td>D轮</td>\n    </tr>\n    <tr>\n      <th>8</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"曾女士\",\"recruiterPhoto\":\"5f8f9...</td>\n      <td>27b40b320914b243bb131668d4424cd3</td>\n      <td>曾女士</td>\n      <td>HR</td>\n      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n      <td>False</td>\n      <td>f6b7241c2baec70cb55f541d35f91cff</td>\n      <td>2</td>\n      <td>5d887b5528021708fa52b44403u.jpg</td>\n      <td>...</td>\n      <td>深圳-南山区</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>20-50k</td>\n      <td>特效工具产品经理-智能创作  Effects Tools Product Manager-I...</td>\n      <td>False</td>\n      <td>61168405</td>\n      <td>https://www.liepin.com/job/1961168405.shtml</td>\n      <td>其他</td>\n    </tr>\n    <tr>\n      <th>9</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"石女士\",\"recruiterPhoto\":\"5f8f9...</td>\n      <td>e1439567c5a3d9e6c83ad4e8e111dbed</td>\n      <td>石女士</td>\n      <td>招聘主管</td>\n      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n      <td>False</td>\n      <td>7d69f03b2d4e3c0f24dc960f722f72a5</td>\n      <td>2</td>\n      <td>596593b0703287e466d4af0a05a.jpg</td>\n      <td>...</td>\n      <td>深圳-宝安区</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>20-35k·13薪</td>\n      <td>车载产品销售经理3346</td>\n      <td>False</td>\n      <td>62099941</td>\n      <td>https://www.liepin.com/job/1962099941.shtml</td>\n      <td>已上市</td>\n    </tr>\n    <tr>\n      <th>10</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"张女士\",\"recruiterPhoto\":\"5f8f9...</td>\n      <td>784ac3ccc4474b6f71a2c9fecf9f2948</td>\n      <td>张女士</td>\n      <td>HR</td>\n      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n      <td>False</td>\n      <td>361ab007f8a1697171de52c3bc0b6279</td>\n      <td>2</td>\n      <td>61b07937d0458d53c627567e02u.jpg</td>\n      <td>...</td>\n      <td>深圳-南山区</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>15-25k·13薪</td>\n      <td>产品经理/PM</td>\n      <td>False</td>\n      <td>38687185</td>\n      <td>https://www.liepin.com/job/1938687185.shtml</td>\n      <td>融资未公开</td>\n    </tr>\n    <tr>\n      <th>11</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"郑女士\",\"recruiterPhoto\":\"5f8f9...</td>\n      <td>0f490e3b52d7b4d209f146570e06808e</td>\n      <td>郑女士</td>\n      <td>招聘主管</td>\n      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n      <td>False</td>\n      <td>073e7f3d615fbf4744028f553778c6e1</td>\n      <td>2</td>\n      <td>61b07937d0458d53c627567e02u.jpg</td>\n      <td>...</td>\n      <td>深圳-福田区</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>12-20k·13薪</td>\n      <td>PM 产品经理</td>\n      <td>False</td>\n      <td>57342597</td>\n      <td>https://www.liepin.com/job/1957342597.shtml</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>12</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"余女士\",\"recruiterPhoto\":\"5f8f9...</td>\n      <td>a58562f9e895113a96b14984e4c3aac6</td>\n      <td>余女士</td>\n      <td>人力资源经理</td>\n      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n      <td>False</td>\n      <td>63f83a66035b4f9686da8f3a9139f92c</td>\n      <td>2</td>\n      <td>5bfea08974719d2aa34bfb9303a.png</td>\n      <td>...</td>\n      <td>深圳-龙华区</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>15-25k</td>\n      <td>产品经理/PM</td>\n      <td>False</td>\n      <td>55750935</td>\n      <td>https://www.liepin.com/job/1955750935.shtml</td>\n      <td>融资未公开</td>\n    </tr>\n    <tr>\n      <th>13</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"郑女士\",\"recruiterPhoto\":\"5f8f9...</td>\n      <td>0f490e3b52d7b4d209f146570e06808e</td>\n      <td>郑女士</td>\n      <td>招聘主管</td>\n      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n      <td>False</td>\n      <td>073e7f3d615fbf4744028f553778c6e1</td>\n      <td>2</td>\n      <td>61b07937d0458d53c627567e02u.jpg</td>\n      <td>...</td>\n      <td>深圳-福田区</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>10-20k·13薪</td>\n      <td>PM产品经理</td>\n      <td>False</td>\n      <td>59431759</td>\n      <td>https://www.liepin.com/job/1959431759.shtml</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>14</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"叶女士\",\"recruiterPhoto\":\"5f8f9...</td>\n      <td>0356b56bf85c14221c61c9de481efabc</td>\n      <td>叶女士</td>\n      <td>高级招聘专员</td>\n      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n      <td>False</td>\n      <td>e3b3ea847e95041506150598105b657c</td>\n      <td>2</td>\n      <td>60d58dff208b483062114b4d06u.png</td>\n      <td>...</td>\n      <td>深圳-南山区</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>20-35k·15薪</td>\n      <td>Document &amp; Data Controller(Contractor)</td>\n      <td>False</td>\n      <td>62128671</td>\n      <td>https://www.liepin.com/job/1962128671.shtml</td>\n      <td>美股上市</td>\n    </tr>\n    <tr>\n      <th>15</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"朱女士\",\"recruiterPhoto\":\"5f8f9...</td>\n      <td>e040df2a2277bc9edfc50be1acb5a8aa</td>\n      <td>朱女士</td>\n      <td>人事</td>\n      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n      <td>False</td>\n      <td>4ef5526798483a4de37b0b202b2adc1c</td>\n      <td>2</td>\n      <td>61d5701e9c49ff7ec564562301u.png</td>\n      <td>...</td>\n      <td>深圳</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>20-40k</td>\n      <td>产品线经理 （PM）</td>\n      <td>False</td>\n      <td>60775157</td>\n      <td>https://www.liepin.com/job/1960775157.shtml</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>16</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"景女士\",\"recruiterPhoto\":\"6305c...</td>\n      <td>a3efebbe5476fd144c7275e0b3131c5e</td>\n      <td>景女士</td>\n      <td>猎头顾问</td>\n      <td>6305cf61b77e512ba9da292908u.png</td>\n      <td>False</td>\n      <td>bf831b7e81387f4345913e3a4abf94f3</td>\n      <td>2</td>\n      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n      <td>...</td>\n      <td>深圳</td>\n      <td>1</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>10-15k</td>\n      <td>产品线经理PM 交通补贴 (154354)</td>\n      <td>False</td>\n      <td>48634761</td>\n      <td>https://www.liepin.com/a/48634761.shtml</td>\n      <td>融资未公开</td>\n    </tr>\n    <tr>\n      <th>17</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"黄女士\",\"recruiterPhoto\":\"5f8f9...</td>\n      <td>6bd83db4d420cd80a3b249221be97dc4</td>\n      <td>黄女士</td>\n      <td>人事</td>\n      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n      <td>False</td>\n      <td>27fdfc91f6dc9809b64be310238bddad</td>\n      <td>2</td>\n      <td>619fea551bd4fb704e8f5f9304u.jpg</td>\n      <td>...</td>\n      <td>深圳-福田区</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>14-20k</td>\n      <td>PM产品经理</td>\n      <td>False</td>\n      <td>57179331</td>\n      <td>https://www.liepin.com/job/1957179331.shtml</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"卓女士\",\"recruiterPhoto\":\"5f8f9...</td>\n      <td>f711aa2a204c590f190a6b420448ecb1</td>\n      <td>卓女士</td>\n      <td>hr</td>\n      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n      <td>False</td>\n      <td>7b3d3bc3cb898f60be3900059d28d9fd</td>\n      <td>2</td>\n      <td>5d073d9b9fae687d43919b4803u.png</td>\n      <td>...</td>\n      <td>深圳-福田区</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>25-30k</td>\n      <td>产品经理（偏售前）</td>\n      <td>False</td>\n      <td>61527833</td>\n      <td>https://www.liepin.com/job/1961527833.shtml</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>19</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"王女士\",\"recruiterPhoto\":\"62da4...</td>\n      <td>65c6db4dcc27e7ab68c763a4e737ba33</td>\n      <td>王女士</td>\n      <td>人力资源经理</td>\n      <td>62da499af92f895ebdb8ee4e08u.png</td>\n      <td>False</td>\n      <td>3778dc9dac58adb19427b88c78d2ff1f</td>\n      <td>2</td>\n      <td>5ff41a69bebf7311a41e7a3404u.png</td>\n      <td>...</td>\n      <td>深圳-宝安区</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>8-13k·13薪</td>\n      <td>储能产品线销售经理</td>\n      <td>False</td>\n      <td>60263993</td>\n      <td>https://www.liepin.com/job/1960263993.shtml</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>20</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"郑女士\",\"recruiterPhoto\":\"5f8f9...</td>\n      <td>c2a37beb635ce04c1a47493faf33028d</td>\n      <td>郑女士</td>\n      <td>行政专员</td>\n      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n      <td>False</td>\n      <td>3665e3a34b0ddcc0af3ffeaad667fde0</td>\n      <td>2</td>\n      <td>61b07937d0458d53c627567e02u.jpg</td>\n      <td>...</td>\n      <td>深圳-南山区</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>10-20k</td>\n      <td>PM产品经理</td>\n      <td>False</td>\n      <td>60604499</td>\n      <td>https://www.liepin.com/job/1960604499.shtml</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>21</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"杨先生\",\"recruiterPhoto\":\"5f8f9...</td>\n      <td>dd0950349f402d2194eb8148a132ff22</td>\n      <td>杨先生</td>\n      <td>HR</td>\n      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n      <td>False</td>\n      <td>784c2b987245e47cc3598071a0e218f7</td>\n      <td>2</td>\n      <td>61b07937d0458d53c627567e02u.jpg</td>\n      <td>...</td>\n      <td>深圳-宝安区</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>15-20k</td>\n      <td>产品经理PM</td>\n      <td>False</td>\n      <td>47307987</td>\n      <td>https://www.liepin.com/job/1947307987.shtml</td>\n      <td>融资未公开</td>\n    </tr>\n    <tr>\n      <th>22</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"王女士\",\"recruiterPhoto\":\"5f8f9...</td>\n      <td>3ed0a57b953381ec00fd95f949e1e587</td>\n      <td>王女士</td>\n      <td>招聘主管</td>\n      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n      <td>False</td>\n      <td>c2a7b3c534d4f3e28d1ff84e0a6c6898</td>\n      <td>2</td>\n      <td>5f6bf74a79c7cc70efb0449807u.png</td>\n      <td>...</td>\n      <td>深圳</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>15-30k·16薪</td>\n      <td>产品经理PM</td>\n      <td>False</td>\n      <td>59037701</td>\n      <td>https://www.liepin.com/job/1959037701.shtml</td>\n      <td>战略投资</td>\n    </tr>\n    <tr>\n      <th>23</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"卢女士\",\"recruiterPhoto\":\"62fc9...</td>\n      <td>997ac596617df43a6fc5e5a3185cdff3</td>\n      <td>卢女士</td>\n      <td>HR</td>\n      <td>62fc9cee804e287457021c6403u.png</td>\n      <td>False</td>\n      <td>4d26494c54a77d5333f1d87ff4815723</td>\n      <td>2</td>\n      <td>62fc973a9e4c1713c988b8b103u.jpg</td>\n      <td>...</td>\n      <td>深圳</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>15-25k</td>\n      <td>产品经理PM</td>\n      <td>False</td>\n      <td>54319281</td>\n      <td>https://www.liepin.com/job/1954319281.shtml</td>\n      <td>融资未公开</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"刘女士\",\"recruiterPhoto\":\"5f8f9...</td>\n      <td>1185646b724f9912c393eccc5f8b43d1</td>\n      <td>刘女士</td>\n      <td>商务专员</td>\n      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n      <td>False</td>\n      <td>0a4f64b46432b033a88090c0f9b26513</td>\n      <td>2</td>\n      <td>60eeb62a5f5b8a6b840f236a08u.png</td>\n      <td>...</td>\n      <td>深圳-宝安区</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>10-12k</td>\n      <td>产品经理（PM）</td>\n      <td>False</td>\n      <td>56533879</td>\n      <td>https://www.liepin.com/job/1956533879.shtml</td>\n      <td>其他</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"张女士\",\"recruiterPhoto\":\"5f8f9...</td>\n      <td>dacd6a5aa3f238c18b38d6f56093b2cd</td>\n      <td>张女士</td>\n      <td>人事</td>\n      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n      <td>False</td>\n      <td>87308f241fde688761a8485668ee84be</td>\n      <td>2</td>\n      <td>61a0c0e51bd4fb704ea367f707u.jpg</td>\n      <td>...</td>\n      <td>深圳-宝安区</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>8-15k</td>\n      <td>pm产品经理</td>\n      <td>False</td>\n      <td>47135639</td>\n      <td>https://www.liepin.com/job/1947135639.shtml</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"谢女士\",\"recruiterPhoto\":\"5f8f9...</td>\n      <td>94fb0d3abd562875ae4d2efd2ed88bef</td>\n      <td>谢女士</td>\n      <td></td>\n      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n      <td>False</td>\n      <td>26ce67273142f28a022ab90404d3094b</td>\n      <td>2</td>\n      <td>61b07937d0458d53c627567e02u.jpg</td>\n      <td>...</td>\n      <td>深圳</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>8-16k</td>\n      <td>IC MOS PM（产品经理）</td>\n      <td>False</td>\n      <td>42655681</td>\n      <td>https://www.liepin.com/job/1942655681.shtml</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>27</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"牟女士\",\"recruiterPhoto\":\"5f8f9...</td>\n      <td>676976ba8ba9ecb043ed27b6aa9920aa</td>\n      <td>牟女士</td>\n      <td></td>\n      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n      <td>False</td>\n      <td>74529eb458bb0f3c244e08c53f86302f</td>\n      <td>2</td>\n      <td>620df5b4852ef53f0fc5b9d801u.png</td>\n      <td>...</td>\n      <td>深圳-南山区</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>10-30k</td>\n      <td>代理线PM产品经理（电力电子方向）</td>\n      <td>False</td>\n      <td>55751165</td>\n      <td>https://www.liepin.com/job/1955751165.shtml</td>\n      <td>融资未公开</td>\n    </tr>\n    <tr>\n      <th>28</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"吴女士\",\"recruiterPhoto\":\"5f8f9...</td>\n      <td>23b668b7ef4cec0daa4401da99b69788</td>\n      <td>吴女士</td>\n      <td>人事主管</td>\n      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n      <td>False</td>\n      <td>f3f2d41ee0fe321eaaa70b13e477f173</td>\n      <td>2</td>\n      <td>5bfe93da74719d9f609ab36d03a.png</td>\n      <td>...</td>\n      <td>深圳</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>10-25k</td>\n      <td>pm产品经理（BOURNS/GD）</td>\n      <td>False</td>\n      <td>45491147</td>\n      <td>https://www.liepin.com/job/1945491147.shtml</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>29</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"罗女士\",\"recruiterPhoto\":\"5f8f9...</td>\n      <td>536827c2c697d609f810b517e6edb438</td>\n      <td>罗女士</td>\n      <td>无</td>\n      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n      <td>False</td>\n      <td>d636d1b63f2cb5bbe4ebb60240f6ac35</td>\n      <td>2</td>\n      <td>64a61cbb4beb94129c59f04c01u.png</td>\n      <td>...</td>\n      <td>深圳-南山区</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>25-30k·16薪</td>\n      <td>元器件产品经理PM（二三极管MOS管）</td>\n      <td>False</td>\n      <td>59576335</td>\n      <td>https://www.liepin.com/job/1959576335.shtml</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>30</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"董女士\",\"recruiterPhoto\":\"5f8f9...</td>\n      <td>f8eab0e8ce9457acb13de5af5ca228eb</td>\n      <td>董女士</td>\n      <td>HRD</td>\n      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n      <td>False</td>\n      <td>f01bd5ec019a068d99eeb040770b0b48</td>\n      <td>2</td>\n      <td>6414141a471b9d0d5fff49f703u.png</td>\n      <td>...</td>\n      <td>深圳-龙华区</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>8-15k</td>\n      <td>市场PM（市场产品经理）</td>\n      <td>False</td>\n      <td>62102371</td>\n      <td>https://www.liepin.com/job/1962102371.shtml</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>31</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"张女士\",\"recruiterPhoto\":\"5f8f9...</td>\n      <td>59155e63732ffa0eb9903f0bd7b26bb3</td>\n      <td>张女士</td>\n      <td>总经理</td>\n      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n      <td>False</td>\n      <td>6044cbd70b5f5c7ad3bb4520db770433</td>\n      <td>2</td>\n      <td>63f4970e3ee568020853bf4708u.png</td>\n      <td>...</td>\n      <td>深圳-南山区</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>20-30k·13薪</td>\n      <td>产品经理PM</td>\n      <td>False</td>\n      <td>53733605</td>\n      <td>https://www.liepin.com/job/1953733605.shtml</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>32</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"王女士\",\"recruiterPhoto\":\"64edb...</td>\n      <td>ccdad52c2bbc660a07efab5c7119dcac</td>\n      <td>王女士</td>\n      <td>HR</td>\n      <td>64edb1871913aa27489a503a05u.png</td>\n      <td>False</td>\n      <td>f2bc966edf87465727604c803496f761</td>\n      <td>2</td>\n      <td>62f463c85732892a6615046607u.png</td>\n      <td>...</td>\n      <td>深圳-南山区</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>20-40k·13薪</td>\n      <td>PM产品经理</td>\n      <td>False</td>\n      <td>58727339</td>\n      <td>https://www.liepin.com/job/1958727339.shtml</td>\n      <td>A轮</td>\n    </tr>\n    <tr>\n      <th>33</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"李女士\",\"recruiterPhoto\":\"5f8f9...</td>\n      <td>14f85714e665eb988218b01a0cdef1a2</td>\n      <td>李女士</td>\n      <td>HR</td>\n      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n      <td>False</td>\n      <td>60d3d9c94412e7fef3f1fc590df8ebcb</td>\n      <td>2</td>\n      <td>6425412ad49ec84475ae472c07u.png</td>\n      <td>...</td>\n      <td>深圳-南山区</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>10-20k·13薪</td>\n      <td>电源类产品经理  PM</td>\n      <td>False</td>\n      <td>57461055</td>\n      <td>https://www.liepin.com/job/1957461055.shtml</td>\n      <td>融资未公开</td>\n    </tr>\n    <tr>\n      <th>34</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"卓女士\",\"recruiterPhoto\":\"5dd38...</td>\n      <td>868304a795f24fd2578045cabdc23e35</td>\n      <td>卓女士</td>\n      <td>猎头顾问</td>\n      <td>5dd389a1d38a3d7423d99d5105u.jpg</td>\n      <td>False</td>\n      <td>95ae3e68cbd8f03d337193710fe42056</td>\n      <td>2</td>\n      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n      <td>...</td>\n      <td>深圳</td>\n      <td>1</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>40-60k</td>\n      <td>PM产品经理</td>\n      <td>False</td>\n      <td>48626171</td>\n      <td>https://www.liepin.com/a/48626171.shtml</td>\n      <td>融资未公开</td>\n    </tr>\n    <tr>\n      <th>35</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"金女士\",\"recruiterPhoto\":\"5fb46...</td>\n      <td>52be55999a50b40736a50a9ea24271e0</td>\n      <td>金女士</td>\n      <td>猎头顾问</td>\n      <td>5fb46a5e4e19660289e02e8004u.jpg</td>\n      <td>False</td>\n      <td>61e866c715465a7d2980490a0cdf2257</td>\n      <td>2</td>\n      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n      <td>...</td>\n      <td>深圳</td>\n      <td>1</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>25-40k·14薪</td>\n      <td>PM产品经理（功率器件）</td>\n      <td>False</td>\n      <td>49219315</td>\n      <td>https://www.liepin.com/a/49219315.shtml</td>\n      <td>A轮</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"颜女士\",\"recruiterPhoto\":\"61930...</td>\n      <td>c5ef68a3d93d003709bb7f3e75625c3e</td>\n      <td>颜女士</td>\n      <td>猎头顾问</td>\n      <td>619300c394769f74044e3b7908u.jpg</td>\n      <td>False</td>\n      <td>028b3e8302ac6a76fbc645f98a948c5b</td>\n      <td>2</td>\n      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n      <td>...</td>\n      <td>深圳-宝安区</td>\n      <td>1</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>15-30k·13薪</td>\n      <td>芯片PM/产品经理</td>\n      <td>False</td>\n      <td>49034385</td>\n      <td>https://www.liepin.com/a/49034385.shtml</td>\n      <td>融资未公开</td>\n    </tr>\n    <tr>\n      <th>37</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"何先生\",\"recruiterPhoto\":\"5f8f9...</td>\n      <td>040fb0f423490892184c70bb77110c0f</td>\n      <td>何先生</td>\n      <td>HR</td>\n      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n      <td>False</td>\n      <td>478ffe875d5ad1b19ccf3dc45f6d7696</td>\n      <td>2</td>\n      <td>627b816f4924691322d3f19108u.png</td>\n      <td>...</td>\n      <td>深圳-龙岗区</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>20-30k</td>\n      <td>代理商产品经理/PM（半导体）</td>\n      <td>False</td>\n      <td>44818711</td>\n      <td>https://www.liepin.com/job/1944818711.shtml</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>38</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"习女士\",\"recruiterPhoto\":\"5f8f9...</td>\n      <td>b0837e6443e9b09ec8abb46c3cd99930</td>\n      <td>习女士</td>\n      <td>人事经理</td>\n      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n      <td>False</td>\n      <td>bcccf951fd049a2eef1546f28e7c4a1b</td>\n      <td>2</td>\n      <td>64be38c96861c452f20e289202u.png</td>\n      <td>...</td>\n      <td>深圳-罗湖区</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>13-18k</td>\n      <td>PM产品经理</td>\n      <td>False</td>\n      <td>61609743</td>\n      <td>https://www.liepin.com/job/1961609743.shtml</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>39</th>\n      <td>%7B%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoo...</td>\n      <td>{\"recruiterName\":\"刘先生\",\"recruiterPhoto\":\"5f8f9...</td>\n      <td>9b8e71785d7dee7beb3982ada941dd39</td>\n      <td>刘先生</td>\n      <td>招聘总监</td>\n      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n      <td>False</td>\n      <td>282674f43f984ac3113f2dbe8618484d</td>\n      <td>2</td>\n      <td>5bfe9bce74719df0ac9a179703a.png</td>\n      <td>...</td>\n      <td>深圳-南山区</td>\n      <td>2</td>\n      <td></td>\n      <td></td>\n      <td>15-30k·16薪</td>\n      <td>PM产品线经理（GD MCU）</td>\n      <td>False</td>\n      <td>58425765</td>\n      <td>https://www.liepin.com/job/1958425765.shtml</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n<p>40 rows × 31 columns</p>\n</div>"
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(liepin_data['data']['data']['jobCardList'])"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "outputs": [
    {
     "data": {
      "text/plain": "  code         name\n0  010        1-49人\n1  020       50-99人\n2  030     100-499人\n3  040     500-999人\n4  050   1000-2000人\n5  060   2000-5000人\n6  070  5000-10000人\n7  080     10000人以上",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>code</th>\n      <th>name</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>010</td>\n      <td>1-49人</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>020</td>\n      <td>50-99人</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>030</td>\n      <td>100-499人</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>040</td>\n      <td>500-999人</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>050</td>\n      <td>1000-2000人</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>060</td>\n      <td>2000-5000人</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>070</td>\n      <td>5000-10000人</td>\n    </tr>\n    <tr>\n      <th>7</th>\n      <td>080</td>\n      <td>10000人以上</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "compScales  = pd.json_normalize(condition['data']['compScales'])\n",
    "compScales"
   ],
   "metadata": {
    "collapsed": false
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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